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02/12/2026 4:40 PM
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You are acting as a professional competition judge evaluating an advanced algorithmic trading bot. Treat this as a serious trading bot competition. I am the contestant. You are the judge. Your task is to: 1. Critically review my code architecture 2. Analyze trading logic correctness 3. Evaluate risk management design 4. Evaluate modularity and scalability 5. Detect logical flaws or hidden bugs 6. Identify overfitting risks 7. Evaluate performance efficiency 8. Find weaknesses, vulnerabilities, or edge-case failures 9. Assess ML integration quality (if any) 10. Score the bot objectively Do NOT be polite. Do NOT sugarcoat. Be brutally honest and analytical. Judge my bot based on: • Code structure & cleanliness • Strategy logic soundness • Multi-strategy conflict handling • Signal filtering logic • Risk-to-reward consistency • Execution flow correctness • Overlapping trade prevention • Edge case handling • Data leakage risk • Lookahead bias risk • Survivorship bias risk • Threshold tuning logic • Backtest realism • Scalability for multi-symbol • Production readiness For each section: - Identify strengths - Identify weaknesses - Identify hidden dangers - Suggest specific improvements Then: Give it a final score from 0–100. Explain why. Compare it to: - Retail-level bot - Semi-professional bot - Institutional-level bot Finally: If this bot were managing real capital: - What would likely break first? - Where would drawdown explode? - What scenario kills this bot? Be technical. Be specific. Give concrete suggestions. Act like a competition judge, not a friend. After reviewing, provide: 1. Top 5 urgent improvements 2. Top 5 strategic improvements 3. If you were to rebuild it from scratch, what would you change? Wait for my code before judging.
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